• Journal of Digital Convergence
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• v.17 no.2
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• pp.217-230
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• 2019

This study was conducted to develop a customized severity-adjustment method and to evaluate their validity for acute myocardial infarction(AMI) patients to complement the limitations of the existing severity-adjustment method for comorbidities. For this purpose, the subjects of KCD-7 code I20.0 ~ I20.9, which is the main diagnosis of acute myocardial infarction were extracted using the Korean National Hospital Discharge In-depth Injury survey data from 2006 to 2015. Three tools were used for severity-adjustment method of comorbidities : CCI (charlson comorbidity index), ECI (Elixhauser comorbidity index) and the newly proposed CCS (Clinical Classification Software). The results showed that CCS was the best tool for the severity correction, and that support vector machine model was the most predictable. Therefore, we propose the use of the customized method of severity correction and machine learning techniques from this study for the future research on severity adjustment such as assessment of results of medical service.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.19 no.11
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• pp.126-136
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• 2018

The purpose of this study was to develop a severity-adjustment model for predicting mortality in acute stroke patients using machine learning. Using the Korean National Hospital Discharge In-depth Injury Survey from 2006 to 2015, the study population with disease code I60-I63 (KCD 7) were extracted for further analysis. Three tools were used for the severity-adjustment of comorbidity: the Charlson Comorbidity Index (CCI), the Elixhauser comorbidity index (ECI), and the Clinical Classification Software (CCS). The severity-adjustment models for mortality prediction in patients with acute stroke were developed using logistic regression, decision tree, neural network, and support vector machine methods. The most common comorbid disease in stroke patients were hypertension, uncomplicated (43.8%) in the ECI, and essential hypertension (43.9%) in the CCS. Among the CCI, ECI, and CCS, CCS had the highest AUC value. CCS was confirmed as the best severity correction tool. In addition, the AUC values for variables of CCS including main diagnosis, gender, age, hospitalization route, and existence of surgery were 0.808 for the logistic regression analysis, 0.785 for the decision tree, 0.809 for the neural network and 0.830 for the support vector machine. Therefore, the best predictive power was achieved by the support vector machine technique. The results of this study can be used in the establishment of health policy in the future.

• The Journal of Internal Korean Medicine
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• v.42 no.4
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• pp.510-531
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• 2021

Objectives: The purpose of this study was to review the status of numeric rating scale (NRS) usage and suggest the potential for use in multicenter retrospective studies of various diseases. Methods: Articles published from 2011 to 2021 that used the keywords "NRS", "Multi-center", and "RCT" were identified in foreign databases, including EMBASE, PubMed, CENTRAL. The articles were analyzed according to their use of "NRS" by symptoms and by disease group using the major classifications of the Korean Standard Classification of Diseases (KCD-7). Results: Classification by symptom in a total of 288 articles illustrates that the NRS was not only commonly used in pain evaluation but also for non-pain symptoms. In usage with non-pain symptoms, chief complaint of patients was the most common at 79%, and other factors included treatment satisfaction, evaluation of daily life, and sleep quality. In disease classification according to the KCD-7, the NRS was commonly used in connection with musculoskeletal and connective tissue diseases but was also utilized in various other disease groups. Conclusions: This study confirms usage of the NRS in multi-center RCTs, as the NRS was widely used in all types of diseases and symptoms. Considering the result and the advantages of the NRS, it is recommended for use as a daily evaluation tool for the collection of common data in multicenter retrospective studies.

• Journal of Physiology & Pathology in Korean Medicine
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• v.27 no.3
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• pp.289-298
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• 2013

The purposes of this article are understanding the meaning of yin deficiency interpreted with a perspective of Traditional Korean Medicine and a modern perspective a study and assigning modern diseases to yin deficiency pattern types. Clinical papers were searched in China National Knowledge Infrastructure(CNKI) from 1995 to 2013. Results are as follows. First, yin deficiency written in the "Neijing" has been understood in many ways. It is translated such as deficiency of yin qi, inner qi, essence, cubit pulse, yin meridians qi, viscera yin and kidney. Second, yin deficiency pattern are related with disorders of the endocrine system, immunity, energy metabolism, blood circulation, cytokine, microelements, lipid metabolism and capability of getting rid of oxygen free radicals. Third, from pattern types, diverse diseases classified in types involving the heat from yin deficiency, which reflects pathologic conditions of deficiency heat which is distinct characteristics of yin deficiency pattern. Various diseases classified in types related with liver or kidney are reported, which reflects two viscera are more related with yin deficiency than other viscera. Fourth, levels of pattern types surveyed are more specific than Korean Standard Classification of Diseases(KCD) and specific enough to be applied clinically. This article surveyed the categories of modern diseases yin deficiency pattern types is assigned to but the detailed relation between them will be necessary to be studied in the future.

• Journal of Physiology & Pathology in Korean Medicine
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• v.27 no.5
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• pp.487-496
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• 2013

This article is a study on to which categories of modern diseases qi deficiency pattern types are assigned by reference to modern clinical papers to analyze and understand modern diseases with the perspective of Korean Medicine. Clinical papers were searched in China Academic Journals(CAJ) of China National Knowledge Infrastructure(CNKI) from 1994 to 2013. Conclusions are as follows. First, qi deficiency pattern types are roughly classified as qi deficiency pattern, qi-yin dual deficiency pattern and qi deficiency pattern related with viscera and bowels. Second, there are many patterns combined with static blood, qi stagnation, phlegm, dampness, heat, toxin, water or fluid deficiency and the level of pattern designation is more specific than pattern types in Korean Standard Classification of Diseases(KCD), which makes the pattern types more useful to clinical application. Third, static blood due to qi deficiency is the most frequent combined pattern and diseases related with blood circulation such as angina, atherosclerosis, hyperlipidemia and chronic obstructive pulmonary disease(COPD) were reported on that pattern. The detailed relation between modern diseases and pattern types can be an another topic.

• Journal of Society of Preventive Korean Medicine
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• v.19 no.2
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• pp.113-121
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• 2015

Objective : This study was aimed to classify diseases that Traditional Chinese Medicine(TCM) is better at treating. Method : Literature was searched on China National Knowledge Infrastructure(CNKI) and categorized according to literature type, published date and research method. Studied six types of research papers and four types of published books. Results : Experts were surveyed and interviewed, medical records were studied retrospectively, and doubleblind method was used in selecting diseases that TCM was better at treating. There were a total of 372 diseases that TCM was better at treating. By the KCD classification, 45 were in gastrointestinal (12.1%), 39 in urogenital (10.5%), 36 in circulatory (9.7%), 35 in musculoskeletal or connective tissues (9.4%). Conclusion : Total of 372 diseases were classified as diseases that TCM was better at treating, and if the results are used adequately, the values of western and TCM can be maximized and benefit the government, patients and the medical practitioners.

• The Journal of the Society of Korean Medicine Diagnostics
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• v.17 no.2
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• pp.156-168
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• 2013

Objectives Although there have been someone who pointed out declining tendency of pure traditional diagnosis, there are no objective survey results on present state of diagnosis among Korean Medicine Doctors (KMDs). So we did a descriptive survey study to show traditional diagnostic modality usage among them. Materials and methods: 73 samples of responded questionnaire in Busan area were collected and descriptively studied. Results (1) U code (in KCD-6) usage showed low level (28.7%). (2) Diagnostic apparatuses for traditional medicine are rarely used. For example, pulse diagnosis machine was reported to be used only by 9.7 % of KMDs. (3) KMDs still prefer the treatment based on pattern identification and symptomatic therapy rather than treatments based on disease identification of modern biomedicine. Conclusion Overall, the portion of pattern identification is still high among KMDs, some kind of diagnostic methods which support pattern identification showed lack of usage.

• Korean Journal of Clinical Pharmacy
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• v.27 no.3
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• pp.136-142
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• 2017

Background: Dementia is one of important social and economic healthcare issues in the aging age. Therefore, it signifies to analyze the relationship between chronic disease or cardiovascular drug use and the incidence of dementia to establish a basis for increasing or preventing the risk of dementia. The purpose of this study was to investigate the correlation between the prevalence of chronic diseases and the use of cardiovascular drugs in patients diagnosed with dementia. Methods: In this study, we used data from sample of elderly patients from the Health Insurance Review and Assessment Service. We analyzed by logistic regression analysis with age, gender, and medication as covariates. KCD-7 was used to diagnosis of the disease, and drugs were analyzed using ATC codes and Korean standardized drug classification codes. Results: A total of 1,276,331 patients were analyzed in the sample of the elderly population, of which 532,075 (41.7%) were male and 744,256 (58.3%) were female. The patients have the higher risk of dementia in the older, women, and lower socioeconomically status. Cerebral infarction and ischemic heart disease increases risk of dementia. Patients taking statins, angiotensin converting enzyme inhibitor (ACEI) or angiotensin II receptor antagonists (ARB) showed low incidence of dementia. Conclusion: This study has been shown that ACEI, ARB, and statin drugs may associate with lower incidence of Alzheimer's and other dementia except vascular dementia.

• Journal of Society of Preventive Korean Medicine
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• v.22 no.2
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• pp.55-63
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• 2018

Objectives : This study was conducted to survey on the research trends of Pharmacopuncture in Korea. Methods : We searched Korean research database by using keyword 'Pharmacopuncture', 'Bee venom'. Korean research databases were Korean Studies Information Service System(KISS), Research Information Service System(RISS), National Digital Science Library(NDSL) and Korean Medicine Information System(OASIS). We classified articles identified by publish year, type of research and diseases. Results : We analyzed 533 studies. Clinical studies and non-clinical studies except literature studies were decreased from 2015. However, Literature studies had not shown particular change over the past decade. Pharmacopuncture treated disease was classified by Korean standard classification of disease(KCD), M-code (37.8%), G-code(18.4%) were frequently used. Conclusions : A variety of disease was treated by pharmacopuncture. It is necessary to increase the level of evidence of pharmacopuncture. through additional studies in the future.

• Research in Community and Public Health Nursing
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• v.12 no.3
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• pp.746-754
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• 2001

In order to analyze the health problems of school-aged children. daily health records from a convenient sample of two primary schools were analyzed. Diseases were classified into 21 categories according to the KCD (Korea Standard Classification of Diseases). The mean number of visits to health care rooms during school per student was 1.98 during 212 school days from Mar. 2000 to Feb. in 2001 and the mean number of daily visits was 11.66. Male students and 3rd graders visited health care rooms more frequently than female students and other graders. The total spell base incidence rate was 1976.8 per 1.000 students in a year: the incidence rate from injuries was 960.0: 542.4 were for digestive diseases: and 415.2. for respiratory diseases, 97% of all diseases were injuries, digestive diseases and respiratory diseases. The most frequent diseases for male students resulted from trauma, and those for female students. from digestive and respiratory symptoms. The services that nursing teachers implemented were wound treatment (48.8%), medication (44.6%), and so on. Therefore, the findings of this research can serve as the basis for developing school health service program and health education program.